On the Evaluation of Neural Code Summarization

15 July 2021

Papers citing "On the Evaluation of Neural Code Summarization"

26 / 26 papers shown

Title
Enhancing Code LLM Training with Programmer Attention Y. Zhang Chen Huang Z. Karas Dung T. Nguyen Kevin Leach Yu Huang 114 0 0 19 Mar 2025
On the Evaluation of Commit Message Generation Models: An Experimental Study Wei Tao Yanlin Wang Ensheng Shi Lun Du Shi Han Hongyu Zhang Dongmei Zhang Wenqiang Zhang 29 49 0 12 Jul 2021
Project-Level Encoding for Neural Source Code Summarization of Subroutines Aakash Bansal S. Haque Collin McMillan 75 49 0 22 Mar 2021
Exploiting Method Names to Improve Code Summarization: A Deliberation Multi-Task Learning Approach Rui Xie Wei Ye Jinan Sun Shikun Zhang 35 26 0 21 Mar 2021
Code Summarization with Structure-induced Transformer Hongqiu Wu Hai Zhao Min Zhang 57 86 0 29 Dec 2020
Deep Just-In-Time Inconsistency Detection Between Comments and Source Code Sheena Panthaplackel Junyi Jessy Li Miloš Gligorić Raymond J. Mooney 20 42 0 04 Oct 2020
Code to Comment "Translation": Data, Metrics, Baselining & Evaluation David Gros Hariharan Sezhiyan Prem Devanbu Zhou Yu 52 70 0 03 Oct 2020
TAG : Type Auxiliary Guiding for Code Comment Generation Ruichu Cai Zhihao Liang Boyan Xu Zijian Li Yuexing Hao Yao-Liang Chen 14 26 0 06 May 2020
A Transformer-based Approach for Source Code Summarization Wasi Uddin Ahmad Saikat Chakraborty Baishakhi Ray Kai-Wei Chang ViT 70 378 0 01 May 2020
Learning to Update Natural Language Comments Based on Code Changes Sheena Panthaplackel Pengyu Nie Miloš Gligorić Junyi Jessy Li Raymond J. Mooney 43 63 0 25 Apr 2020
Improved Code Summarization via a Graph Neural Network Alexander LeClair S. Haque Lingfei Wu Collin McMillan 42 284 0 06 Apr 2020
Leveraging Code Generation to Improve Code Retrieval and Summarization via Dual Learning Wei Ye Rui Xie Jinglei Zhang Tianxiang Hu Xiaoyin Wang Shikun Zhang 96 74 0 24 Feb 2020
CodeBERT: A Pre-Trained Model for Programming and Natural Languages Zhangyin Feng Daya Guo Duyu Tang Nan Duan Xiaocheng Feng ... Linjun Shou Bing Qin Ting Liu Daxin Jiang Ming Zhou 129 2,588 0 19 Feb 2020
Code Generation as a Dual Task of Code Summarization Bolin Wei Ge Li Xin Xia Zhiyi Fu Zhi Jin 50 223 0 14 Oct 2019
CodeSearchNet Challenge: Evaluating the State of Semantic Code Search Hamel Husain Hongqiu Wu Tiferet Gazit Miltiadis Allamanis Marc Brockschmidt ELM 114 1,062 0 20 Sep 2019
Recommendations for Datasets for Source Code Summarization Alexander LeClair Collin McMillan 30 117 0 04 Apr 2019
The Adverse Effects of Code Duplication in Machine Learning Models of Code Miltiadis Allamanis 50 319 0 16 Dec 2018
Improving Automatic Source Code Summarization via Deep Reinforcement Learning Yao Wan Zhou Zhao Min Yang Guandong Xu Haochao Ying Jian Wu Philip S. Yu 44 384 0 17 Nov 2018
Structured Neural Summarization Patrick Fernandes Miltiadis Allamanis Marc Brockschmidt GNN 63 212 0 05 Nov 2018
code2seq: Generating Sequences from Structured Representations of Code Uri Alon Shaked Brody Omer Levy Eran Yahav 48 695 0 04 Aug 2018
A Call for Clarity in Reporting BLEU Scores Matt Post 81 2,941 0 23 Apr 2018
Get To The Point: Summarization with Pointer-Generator Networks A. See Peter J. Liu Christopher D. Manning 3DPC 185 4,006 0 14 Apr 2017
Improving Neural Language Models with a Continuous Cache Edouard Grave Armand Joulin Nicolas Usunier KELM 41 300 0 13 Dec 2016
Pointer Sentinel Mixture Models Stephen Merity Caiming Xiong James Bradbury R. Socher RALM 166 2,814 0 26 Sep 2016
A Convolutional Attention Network for Extreme Summarization of Source Code Miltiadis Allamanis Hao Peng Charles Sutton AI4TS 59 582 0 09 Feb 2016
CIDEr: Consensus-based Image Description Evaluation Ramakrishna Vedantam C. L. Zitnick Devi Parikh 224 4,451 0 20 Nov 2014